Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm

Abstract It is shown experimentally a new digital optical decoding scheme based on the transmission or polarized light at p polarization planes using a K‐Nearest Neighbour (KNN) algorithm through a single‐mode optical fibre at 633 nm. The optical power signal is sent at p polarization planes which c...

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Main Authors: David Ibáñez‐Camarillo, Fernando Martínez‐Piñón, Moisés Vicente Márquez‐Olivera, Viridiana Gudelia Hernández‐Herrera, Sergio Vidal‐Beltrán
Format: Article
Language:English
Published: Wiley 2023-09-01
Series:Electronics Letters
Subjects:
Online Access:https://doi.org/10.1049/ell2.12921
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author David Ibáñez‐Camarillo
Fernando Martínez‐Piñón
Moisés Vicente Márquez‐Olivera
Viridiana Gudelia Hernández‐Herrera
Sergio Vidal‐Beltrán
author_facet David Ibáñez‐Camarillo
Fernando Martínez‐Piñón
Moisés Vicente Márquez‐Olivera
Viridiana Gudelia Hernández‐Herrera
Sergio Vidal‐Beltrán
author_sort David Ibáñez‐Camarillo
collection DOAJ
description Abstract It is shown experimentally a new digital optical decoding scheme based on the transmission or polarized light at p polarization planes using a K‐Nearest Neighbour (KNN) algorithm through a single‐mode optical fibre at 633 nm. The optical power signal is sent at p polarization planes which constitute p classes required for signal bit recognition. Results show that it is possible to recognize 32 polarizations planes, 5 bits, using 4 features corresponding to the measurement of optical power at 4 different angles at the photodetector side with an average assertiveness of 99.02%.
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spelling doaj.art-62eef0441a534f98853dc5cf57b231a72023-09-26T08:10:29ZengWileyElectronics Letters0013-51941350-911X2023-09-015918n/an/a10.1049/ell2.12921Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithmDavid Ibáñez‐Camarillo0Fernando Martínez‐Piñón1Moisés Vicente Márquez‐Olivera2Viridiana Gudelia Hernández‐Herrera3Sergio Vidal‐Beltrán4Instituto Politécnico Nacional Centro de Investigación e Innovación Tecnológica Azcapotzalco Ciudad de México MexicoInstituto Politécnico Nacional Centro de Investigación e Innovación Tecnológica Azcapotzalco Ciudad de México MexicoInstituto Politécnico Nacional Centro de Investigación e Innovación Tecnológica Azcapotzalco Ciudad de México MexicoInstituto Politécnico Nacional Centro de Investigación e Innovación Tecnológica Azcapotzalco Ciudad de México MexicoInstituto Politécnico Nacional Escuela Superior de Ingeniería Mecánica y Eléctrica Zacatenco Ciudad de México MexicoAbstract It is shown experimentally a new digital optical decoding scheme based on the transmission or polarized light at p polarization planes using a K‐Nearest Neighbour (KNN) algorithm through a single‐mode optical fibre at 633 nm. The optical power signal is sent at p polarization planes which constitute p classes required for signal bit recognition. Results show that it is possible to recognize 32 polarizations planes, 5 bits, using 4 features corresponding to the measurement of optical power at 4 different angles at the photodetector side with an average assertiveness of 99.02%.https://doi.org/10.1049/ell2.12921artificial intelligencedecodingfibre optic sensorsoptical fibre communicationoptical fibre polarization
spellingShingle David Ibáñez‐Camarillo
Fernando Martínez‐Piñón
Moisés Vicente Márquez‐Olivera
Viridiana Gudelia Hernández‐Herrera
Sergio Vidal‐Beltrán
Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
Electronics Letters
artificial intelligence
decoding
fibre optic sensors
optical fibre communication
optical fibre polarization
title Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
title_full Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
title_fullStr Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
title_full_unstemmed Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
title_short Single‐mode optical fibre digital decoder based on polarization using a K‐nearest neighbour algorithm
title_sort single mode optical fibre digital decoder based on polarization using a k nearest neighbour algorithm
topic artificial intelligence
decoding
fibre optic sensors
optical fibre communication
optical fibre polarization
url https://doi.org/10.1049/ell2.12921
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